Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few
Exemplars

Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars

27 August 2023

Papers citing "Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars"

19 / 19 papers shown

Title
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 36 0 0 14 May 2025
PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation Yiheng Zhong Zihong Luo Chengzhi Liu Feilong Tang Zelin Peng Ming Hu Y. Hu Jionglong Su Zongyuan Geand Imran Razzak MedIm 60 0 0 23 Mar 2025
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation Xingxin He Yifan Hu Zhaoye Zhou Mohamed Jarraya Fang Liu VLM MedIm 37 2 0 17 Jan 2025
PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation Zhonghao Yan Zijin Yin Tianyu Lin Xiangzhu Zeng Kongming Liang Zhanyu Ma VLM MedIm 51 0 0 12 Jan 2025
Image Segmentation in Foundation Model Era: A Survey Tianfei Zhou Fei Zhang Boyu Chang Wenguan Wang Ye Yuan E. Konukoglu Daniel Cremers VLM 40 4 0 23 Aug 2024
A Survey on LoRA of Large Language Models Yuren Mao Yuhang Ge Yijiang Fan Wenyi Xu Yu Mi Zhonghao Hu Yunjun Gao ALM 52 24 0 08 Jul 2024
Semantic Segmentation Refiner for Ultrasound Applications with Zero-Shot Foundation Models Hedda Cohen Indelman Elay Dahan Angeles M. Perez-Agosto Carmit Shiran D. Shaked Nati Daniel MedIm 32 0 0 25 Apr 2024
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models Yuyan Shi Jialu Ma Jin Yang Shasha Wang Yichi Zhang MedIm VLM 19 2 0 20 Apr 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej Mazurowski MedIm VLM 75 12 0 15 Apr 2024
Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions Yuting He Fuxiang Huang Xinrui Jiang Yuxiang Nie Minghao Wang Jiguang Wang Hao Chen LM&MA AI4CE 71 27 0 04 Apr 2024
Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding Zhiheng Cheng Qingyue Wei Hongru Zhu Yan Wang Liangqiong Qu Wei Shao Yuyin Zhou MedIm 41 27 0 27 Mar 2024
Generative Enhancement for 3D Medical Images Lingting Zhu Noel Codella Dongdong Chen Zhenchao Jin Lu Yuan Lequan Yu DiffM MedIm 32 10 0 19 Mar 2024
Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions Yichi Zhang Zhenrong Shen Rushi Jiao VLM MedIm 26 113 0 07 Jan 2024
Large Scale Foundation Models for Intelligent Manufacturing Applications: A Survey Haotian Zhang S. D. Semujju Zhicheng Wang Xianwei Lv Kang Xu ... Jing Wu Zhuo Long Wensheng Liang Xiaoguang Ma Ruiyan Zhuang UQCV AI4TS AI4CE 27 4 0 11 Dec 2023
GMISeg: General Medical Image Segmentation without Re-Training Jing Xu VLM 25 1 0 21 Nov 2023
Zero-Shot Digital Rock Image Segmentation with a Fine-Tuned Segment Anything Model Zhaoyang Ma Xupeng He Shuyu Sun Bicheng Yan Hyung Kwak Jun Gao 17 5 0 17 Nov 2023
MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image Segmentation Cheng Chen Juzheng Miao Dufan Wu Zhiling Yan Sekeun Kim ... Lichao Sun Xiang Li Tianming Liu Pheng-Ann Heng Quanzheng Li MedIm 49 58 0 16 Sep 2023
Segment Anything Model for Medical Images? Yuhao Huang Yitian Zhao Lei Mou H. Fu Ao Chang ... Lei Li Vicente Grau M. Akiba Fajin Dong Jiang-Dong Liu VLM 75 35 0 28 Apr 2023
Customized Segment Anything Model for Medical Image Segmentation Kaiwen Zhang Dong Liu MedIm VLM 95 286 0 26 Apr 2023